Internet2 NetFlow: Weekly Reports: Week of 20060102

  1. Introduction
  2. Bulk TCP
  3. Full Data Set

Introduction

You are looking at the weekly Abilene network usage report for the week of 20060102 produced from NetFlow records. The view of the whole network as a single traffic-relaying unit is presented. More formally, data from all interior circuits (those connecting two Abilene routers) were discarded while all the rest of the data were merged to create this view.

During this week, data for the following day(s) were missing: Wednesday. We multiplied all nominal quantities by 7/6 to estimate the amounts of various types of traffic. Percentages and distributions were not modified.

The data are split into two sections: bulk TCP data and the full data set. A "bulk TCP" flow is defined as a TCP flow that transferred more than 10MB of data. The first section only concerns these data. The second section studies the overall traffic composition.

All the numbers in this report are hyperlinked to plots that show their history (e.g., clicking on the percentage of octets of NNTP traffic will bring up a time-series plot that shows the history of this parameter).

Bulk TCP

During this week, bulk TCP traffic comprised 53.13% of octets and 23.88% of packets of the full data set traffic.

The distribution of bulk TCP throughputs is the most important piece of data in this report. Cumulative distribution function plots (1-CDF vs. throughput in bits/second) in semi-log and log-log scales are as follows:
[Bulk TCP throughputs (semi-log scale).] [Bulk TCP throughputs (log-log scale).]

Distribution of the amount of data transferred (in semi-log and log-log scale, 1-CDF vs. total trasfer size in octets) is presented below. It should be recognized that NetFlow collection mechanism is always configured so that flows (in the accounting sense) cannot last longer than a certain period of time. Therefore, the distribution of transfer sizes is to a certain extent skewed in the upper part.
[Bulk TCP transfer sizes (semi-log scale)] [Bulk TCP transfer sizes (log-log scale).]

The distribution of durations of bulk TCP flows (in seconds) is as follows (you may notice the cut-off phenomenon mentioned above):

[Bulk TCP durations distribution.]

The following table shows actual values from the above distribution plots that correspond to characteristic values (such as median, 90%, max, etc.).

Table 1. Selected Points from Distribution Graphs (Bulk TCPs)

Percentile Throughput (b/s) Durations (s) Size (octets)
1 1.384M 6 10.05M
5 1.491M 13 10.50M
10 1.623M 18 10.95M
50 3.219M 57 17.04M
90 9.127M 59 41.40M
95 13.67M 59 57.43M
99 45.34M 59 146.7M
99.9 1.016G 119 3.692G
99.99 1.142G 120 3.798G
99.999 4.680G 125 3.869G
100 266.4G 127 5.127G

We compute average packet size of each flow by dividing the number of octets in a flow by the number of packets. Distribution of average sizes of packets belonging to bulk TCP flows is as follows:

Table 2. Packet Sizes (Bulk TCP)

Packet Size Packets
Small (<100B)2.67% 2.684G
Medium (100-1400B)4.79% 4.820G
Large (1401-1500B)82.77% 83.25G
Jumbo (>1500B)9.76% 9.821G
Total100.00% 100.5G

We show what applications transfer large amounts of data in the following table. Note that this is bulk TCP traffic only; full data set usage is presented in the next section.

Table 3. Aggregated Application Types (Bulk TCP)

Traffic Type OctetsPacketsFlows
Measurement41.68% 90.29T 13.52% 13.60G 1.54% 85.94k
Data Transfers22.72% 49.20T 33.67% 33.86G 38.41% 2.140M
Advanced Apps10.54% 22.83T 15.46% 15.54G 22.36% 1.245M
Encrypted Traffic4.86% 10.53T 7.13% 7.168G 6.07% 338.5k
File Sharing2.13% 4.623T 3.22% 3.239G 2.32% 129.4k
Games0.16% 346.1G 0.24% 243.5M 0.32% 17.80k
Misc0.16% 339.1G 0.24% 239.8M 0.37% 20.65k
Audio/Video0.13% 289.9G 0.20% 198.5M 0.32% 18.03k
Unidentified17.61% 38.13T 26.32% 26.47G 28.28% 1.575M
Total100.00% 216.6T 100.00% 100.5G 100.00% 5.573M

The following are the fastest 10 measurement flows with unique source and destination AS numbers (i.e., for any given pair of source and destination AS numbers, no more than one fastest flow is shown).

Table 4. Fastest Bulk TCP Measurement Flows with Unique AS Source and Destination

Throughput (b/s)Packet size (bytes)Duration (s)Src ASDest ASApplication type
1.185G900013Abilene [11537]Abilene [11537]Iperf
686.2M150025Unknown [17934]MREN [22335]Iperf
360.4M150010Brookhaven National Lab [43]U Florida [6356]Iperf
352.0M150010SLAC [3671]U Florida [6356]Iperf
313.4M150014CalTech [31]U Florida [6356]Iperf
306.5M150014CalTech [31]SWITCH [559]Iperf
149.1M150010CalTech [31]UUNET Dual-Homed customers [2852]Iperf
143.8M150012CalTech [31]CERN [513]Iperf
140.7M150020CalTech [31]UK [786]Iperf
109.6M149918CalTech [31]GARR [137]Iperf

The following are the fastest 10 non-measurement flows with unique source and destination AS numbers (i.e., for any given pair of source and destination AS numbers, no more than one fastest flow is shown). When unable to determine the application type, we give the source and destination port numbers.

Table 5. Fastest Bulk TCP Non-measurement Flows with Unique AS Source and Destination

Throughput (b/s)Packet size (bytes)Duration (s)Src ASDest ASApplication type
265.3M150018NASA-ESDIS-NET [22767]NCSA [1224]33698 -> 8889
250.8M147930NASA-HPCC-ESS [7847]UCAR [194]Hotline
222.4M150017NASA-ESDIS-NET [22767]Unknown [0]Audiogalaxy
200.0M150013NASA-ESDIS-NET [22767]Pennsylvania State U [3999]Hotline
199.1M150036Indiana [87]Network for Education and Research in Oregon [3701]Rsync
162.7M142025NOAA [6629]NIST-BOULDER [2648]SSH
154.5M150017NASA-ESDIS-NET [22767]EROS Data Center - USGS [5663]Hotline
152.3M150026UCAR [194]NASA-HPCC-ESS [7847]48038 -> 5102
122.0M150012U Minnesota [217]Unknown [18128]Rsync
117.2M148830NASA GSFC [1701]West Virginia U [12118]Hotline

We also compute the average concurrency of bulk TCP flows for the week (by adding durations of all captured flows and dividing the result by the by the duration of the week). This week's average number of concurrent bulk TCP flows: 437.0.

Full Data Set

In addition to bulk TCP flows data, we provide statistics that characterize the overall composition of the complete data set (everything that transited the Abilene network this week).

The following table describes what kinds of traffic went through the network (multiple applications are aggregated into classes):

Table 6. Aggregated Application Types (Full Data Set)

Type OctetsPackets
Measurement27.78% 113.2T 5.74% 24.19G
Data Transfers26.18% 106.7T 29.42% 123.9G
Advanced Apps9.79% 39.90T 10.90% 45.89G
Encrypted Traffic4.34% 17.69T 5.64% 23.74G
File Sharing3.25% 13.23T 4.19% 17.66G
Audio/Video1.87% 7.630T 2.12% 8.949G
Misc1.48% 6.050T 3.47% 14.63G
Games0.41% 1.659T 0.68% 2.851G
Unidentified24.89% 101.4T 37.84% 159.3G
Total100.00% 407.6T 100.00% 421.2G

This table is available additionally in the following more verbose version (no applications are aggregated into classes, but class composition is shown):

Table 7. Detailed Application Types (Full Data Set)

Traffic type OctetsPackets
Measurement
Iperf
ICMP
IPMP
---
27.72%
0.07%
0.01%
---
113.0T
266.8G
25.06G
---
5.03%
0.75%
0.08%
---
21.16G
3.179G
348.0M
Data Transfers
HTTP
NNTP
FTP
Rsync
---
10.84%
10.30%
2.89%
2.15%
---
44.19T
42.00T
11.76T
8.783T
---
13.94%
9.79%
3.54%
2.14%
---
58.74G
41.25G
14.91G
9.025G
Advanced Apps
UNIDATA LDM
IBP
BBCP
McIDAS
GsiFTP
BBFTP
---
4.67%
4.45%
0.57%
0.09%
0.00%
0.00%
---
19.04T
18.14T
2.319T
380.1G
11.38G
6.243G
---
5.98%
4.23%
0.57%
0.09%
0.00%
0.01%
---
25.20G
17.80G
2.407G
399.3M
19.84M
59.75M
Encrypted Traffic
SSH
HTTPS
IPsec ESP
IPsec AH
IPsec IKE
---
3.60%
0.65%
0.08%
0.01%
0.00%
---
14.69T
2.655T
314.7G
25.18G
952.9M
---
4.36%
1.13%
0.14%
0.01%
0.00%
---
18.36G
4.742G
587.2M
42.79M
4.538M
File Sharing
BitTorrent
Hotline
Audiogalaxy
Shoutcast
eDonkey2000
Gnutella
FastTrack
WinMX
Carracho
Neo-Modus
Freenet
Blubster
Direct Connect++
---
0.82%
0.67%
0.64%
0.51%
0.45%
0.15%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
3.334T
2.738T
2.601T
2.082T
1.824T
605.4G
36.75G
10.25G
1.513G
1.119G
654.6M
477.8M
8.308M
---
1.07%
0.66%
0.76%
0.82%
0.56%
0.31%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
4.489G
2.790G
3.189G
3.439G
2.372G
1.307G
48.22M
16.57M
2.836M
1.471M
1.127M
6.145M
153.0k
Audio/Video
Any-Source Multicast
Real Player
Windows Media
H.323 Signaling
Backbone Radio
StreamWorks
Subset of VoIP
Camarades webcams
Single-Source Multicast
---
1.25%
0.55%
0.03%
0.02%
0.01%
0.00%
0.00%
0.00%
0.00%
---
5.114T
2.242T
124.7G
76.55G
51.68G
15.18G
3.983G
744.5M
0.000
---
1.42%
0.62%
0.04%
0.02%
0.02%
0.01%
0.00%
0.00%
0.00%
---
5.967G
2.625G
156.5M
102.4M
66.74M
21.26M
6.293M
3.582M
0.000
Misc
Mail
Squid
Port 0
X11
DNS
AFS
MS Windows
Telnet
NFS
IRC
NTP
SOCKS
IDENT
AOL AIM
SNMP
RPC Portmapper
RTIP
---
0.60%
0.27%
0.25%
0.14%
0.13%
0.04%
0.02%
0.01%
0.01%
0.01%
0.01%
0.00%
0.00%
0.00%
0.00%
0.00%
0.00%
---
2.434T
1.091T
998.9G
572.6G
534.2G
155.8G
71.43G
47.01G
40.10G
34.49G
30.66G
13.59G
10.73G
10.39G
3.933G
1.046G
13.37M
---
1.06%
0.45%
0.19%
0.22%
1.04%
0.09%
0.17%
0.06%
0.01%
0.05%
0.10%
0.01%
0.01%
0.00%
0.01%
0.01%
0.00%
---
4.454G
1.889G
794.2M
916.1M
4.392G
393.7M
729.1M
253.5M
62.15M
214.2M
402.0M
26.61M
36.06M
12.96M
31.96M
22.40M
263.9k
Games
DirectX
Battlenet
Half-Life
Quake
Asheron
Starsiege Tribes
Spy Arcade
---
0.32%
0.06%
0.01%
0.01%
0.00%
0.00%
0.00%
---
1.287T
235.8G
54.52G
53.56G
18.52G
4.712G
4.474G
---
0.43%
0.10%
0.10%
0.02%
0.01%
0.00%
0.00%
---
1.830G
432.7M
435.5M
96.21M
38.03M
11.56M
6.779M
Unidentified
Unidentified
---
24.89%
---
101.4T
---
37.84%
---
159.3G
Total
Total
---
100.00%
---
407.6T
---
100.00%
---
421.2G

The following table summarizes use of most popular IPv4 protocols:

Table 8. IP Protocols Distribution (Full Data set)

Protocols OctetsPackets
ICMP[1]0.07% 266.8G 0.75% 3.179G
IGMP[2]0.00% 52.00M 0.00% 1.214M
IP-ENCAP[4]0.00% 3.994G 0.00% 14.74M
TCP[6]90.12% 367.3T 85.50% 360.1G
UDP[17]9.54% 38.88T 13.34% 56.19G
IPv6[41]0.00% 12.39G 0.01% 28.61M
GRE[47]0.19% 785.4G 0.28% 1.168G
ESP[50]0.08% 314.7G 0.14% 587.2M
AX.25[93]0.00% 150.2k 0.00% 1.983k
PIM[103]0.00% 3.342G 0.01% 27.00M
IPMP[169]0.01% 25.06G 0.08% 348.0M
Other0.01% 25.48G 0.01% 44.98M
Total100.00% 407.6T 100.00% 421.2G

We compute average packet size of each flow by dividing the number of octets in a flow by the number of packets. Distribution of (average) packet sizes is as follows:

Table 9. Packet Sizes (Full Data Set)

Packet Size Packets
Small (<100B)41.96% 176.7G
Medium (100-1400B)17.89% 75.35G
Large (1401-1500B)37.20% 156.7G
Jumbo (>1500B)2.95% 12.42G
Total100.00% 421.2G

We only track DSCP values for which special treatment was defined by Internet2 QoS working group (and the default of DSCP=0):

Table 10. Important DSCP Values (Full Data Set)

Type OctetsPackets
Best effort [DSCP=0]93.89% 382.7T 93.32% 393.1G
Scavenger [DSCP=8]0.15% 592.0G 0.17% 731.5M
EF [DSCP=46]0.00% 3.696G 0.00% 13.92M
Other5.96% 24.31T 6.50% 27.37G
Total100.00% 407.6T 100.00% 421.2G

We collect statistics about ECN-capable traffic:

Table 11. ECN-Capable Traffic

Type OctetsPackets
ECN-Capable0.43% 1.768T 0.30% 1.277G

To facilitate detection of emerging applications, we present statistics about frequently encountered unidentified port numbers (no distinction is made in this table between TCP and UDP):

Table 12. Frequent Unidentified Ports

Port OctetsPackets
80900.76% 3.086T 0.77% 3.260G
400000.67% 2.735T 0.49% 2.047G
191010.42% 1.718T 0.46% 1.921G
90010.30% 1.214T 0.37% 1.575G
400010.20% 816.4G 0.16% 693.9M